Keyboard and mouse based behavioral biometrics to enhance password-based login authentication using machine learning model

A tangible, non-transitory computer-readable medium storing instructions that, when executed, cause a computer system to:

• receive a login event input from a user, the login event input being associated with a session of the user logging into an account;
• access a machine learning model;
• authenticate, with the machine learning model, the user for the account, based at least in part on the login event input;
• the login event input comprises one or more items of biometric data associated with the user;
• an item of the one or more items of biometric data associated with the user is generated by interaction of the user with an input device for logging into the account, the interaction communicating a login credential of the user;
• an item of the one or more items of biometric data associated with the user is keyboard event related biometric data, or mouse event related biometric data;
• the machine learning model is trained by a plurality of login event inputs associated with sessions of the user logging into the account;
• the machine learning model has been trained by a predetermined threshold number of sessions of the user logging into the account;
• and
• a vector of mouse features is fused with a vector of keyboard features to generate a vector of login features.

A system comprising:

• a processor;
• and
• memory in communication with the processor and storing instructions that,
• when executed by the processor, cause the system to:
• receive a login event input from a user, the login event input being
• associated with a session of the user logging into an account;
• access a machine learning model;
• authenticate, with the machine learning model, the user for the account, based at least in part on the login event input;
• the login event input comprises one or more items of biometric data associated with the user;
• an item of the one or more items of biometric data associated with the user is generated by interaction of the user with an input device for logging into the account, the interaction communicating a login credential of the user;
• an item of the one or more items of biometric data associated with the user is keyboard event related biometric data, or mouse event related biometric data;
• the machine learning model is trained by a plurality of login event inputs associated with sessions of the user logging into the account;
• the machine learning model has been trained by a predetermined threshold number of sessions of the user logging into the account;
• and
• a vector of mouse features is fused with a vector of keyboard features to generate a vector of login features.